{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Online drift detection for Camelyon17 medical imaging dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates a typical workflow for applying online drift detectors to streams of image data. For those unfamiliar with how the online drift detectors operate in `alibi_detect` we recommend first checking out the more introductory example [Online Drift Detection on the Wine Quality Dataset](https://docs.seldon.io/projects/alibi-detect/en/stable/examples/cd_online_wine.html) where online drift detection is performed for the wine quality dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook requires the `wilds`, `torch` and `torchvision` packages which can be installed via `pip`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install wilds torch torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Tuple, Generator, Callable, Optional\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import TensorDataset, DataLoader\n",
    "import torchvision.transforms as transforms\n",
    "from wilds.common.data_loaders import get_train_loader\n",
    "from wilds import get_dataset\n",
    "\n",
    "torch.manual_seed(0)\n",
    "np.random.seed(0)\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use the Camelyon17 dataset, one of the [WILDS](https://wilds.stanford.edu/) datasets of [Koh et al, (2020)](https://arxiv.org/abs/2012.07421) that represent \"in-the-wild\" distribution shifts for various data modalities. It contains tissue scans to be classificatied as benign or cancerous. The pre-change distribution corresponds to scans from across three hospitals and the post-change distribution corresponds to scans from a new fourth hospital.\n",
    "\n",
    "<div>\n",
    "<img src=image/camelyon.png width=\"400\"/>\n",
    "</div>\n",
    "\n",
    "[Koh et al, (2020)](https://arxiv.org/abs/2012.07421) show that models trained on scans from the pre-change distribution achieve an accuracy of 93.2% on unseen scans from same distribution, but only 70.3% accuracy on scans from the post-change distribution.\n",
    "\n",
    "First we create a function that converts the Camelyon dataset to a stream in order to simulate a live deployment environment. We extract N instances to act as the reference set on which a model of interest was trained. We then consider a stream of images from the pre-change (same) distribution and a stream of images from the post-change (drifted) distribution.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "WILDS_PATH = './data/wilds'\n",
    "DOWNLOAD = False  # set to True for first run\n",
    "N = 2000  # size of reference set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "The following cell will download the Camelyon dataset (if DOWNLOAD=True). The download size is ~10GB and size on disk is ~15GB.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stream_camelyon(\n",
    "    split: str='train', \n",
    "    img_size: Tuple[int]=(96,96), \n",
    "    root_dir: str=None, \n",
    "    download: bool=False\n",
    ") -> Generator:\n",
    "\n",
    "    camelyon = get_dataset('camelyon17', root_dir=root_dir, download=download)\n",
    "    ds = camelyon.get_subset(\n",
    "        split, \n",
    "        transform=transforms.Compose([transforms.Resize(img_size), transforms.ToTensor()])\n",
    "    )\n",
    "    ds_iter = iter(get_train_loader('standard', ds, batch_size=1))\n",
    "\n",
    "    while True:\n",
    "        try:\n",
    "            img = next(ds_iter)[0][0]\n",
    "        except Exception:\n",
    "            ds_iter = iter(get_train_loader('standard', ds, batch_size=1))\n",
    "            img = next(ds_iter)[0][0]\n",
    "        yield img.numpy()\n",
    "\n",
    "stream_p = stream_camelyon(split='train', root_dir=WILDS_PATH, download=DOWNLOAD)\n",
    "x_ref = np.stack([next(stream_p) for _ in range(N)], axis=0)\n",
    "\n",
    "stream_q_h0 = stream_camelyon(split='id_val', root_dir=WILDS_PATH, download=DOWNLOAD)\n",
    "stream_q_h1 = stream_camelyon(split='test', root_dir=WILDS_PATH, download=DOWNLOAD)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Shown below are samples from the pre-change distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=6, figsize=(15,4))\n",
    "for i in range(6):\n",
    "    axs[i].imshow(np.transpose(next(stream_p), (1,2,0)))\n",
    "    axs[i].axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And samples from the post-change distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=6, figsize=(15,4))\n",
    "for i in range(6):\n",
    "    axs[i].imshow(np.transpose(next(stream_q_h1), (1,2,0)))\n",
    "    axs[i].axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kernel Projection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The images are of dimension 96x96x3. We train an autoencoder in order to define a more structured representational space of lower dimension. This projection can be thought of as an extension of the kernel. It is important that trained preprocessing components are trained on a split of data that doesn't then form part of the reference data passed to the drift detector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "ENC_DIM = 32\n",
    "BATCH_SIZE = 32\n",
    "EPOCHS = 5\n",
    "LEARNING_RATE = 1e-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoder = nn.Sequential(\n",
    "    nn.Conv2d(3, 8, 5, stride=3, padding=1),    # [batch, 8, 32, 32]\n",
    "    nn.ReLU(),\n",
    "    nn.Conv2d(8, 12, 4, stride=2, padding=1),   # [batch, 12, 16, 16]\n",
    "    nn.ReLU(),\n",
    "    nn.Conv2d(12, 16, 4, stride=2, padding=1),   # [batch, 16, 8, 8]\n",
    "    nn.ReLU(),\n",
    "    nn.Conv2d(16, 20, 4, stride=2, padding=1),   # [batch, 20, 4, 4]\n",
    "    nn.ReLU(),\n",
    "    nn.Conv2d(20, ENC_DIM, 4, stride=1, padding=0),   # [batch, enc_dim, 1, 1]\n",
    "    nn.Flatten(), \n",
    ")\n",
    "decoder = nn.Sequential(\n",
    "    nn.Unflatten(1, (ENC_DIM, 1, 1)),\n",
    "    nn.ConvTranspose2d(ENC_DIM, 20, 4, stride=1, padding=0),  # [batch, 20, 4, 4]\n",
    "    nn.ReLU(),\n",
    "    nn.ConvTranspose2d(20, 16, 4, stride=2, padding=1),  # [batch, 16, 8, 8]\n",
    "    nn.ReLU(),\n",
    "    nn.ConvTranspose2d(16, 12, 4, stride=2, padding=1),  # [batch, 12, 16, 16]\n",
    "    nn.ReLU(),\n",
    "    nn.ConvTranspose2d(12, 8, 4, stride=2, padding=1),  # [batch, 8, 32, 32]\n",
    "    nn.ReLU(),\n",
    "    nn.ConvTranspose2d(8, 3, 5, stride=3, padding=1),   # [batch, 3, 96, 96]\n",
    "    nn.Sigmoid(),\n",
    ")\n",
    "ae = nn.Sequential(encoder, decoder).to(device)\n",
    "\n",
    "x_fit, x_ref = np.split(x_ref, [len(x_ref)//2])\n",
    "x_fit = torch.as_tensor(x_fit)\n",
    "x_fit_dl = DataLoader(TensorDataset(x_fit, x_fit), BATCH_SIZE, shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can train the autoencoder using a helper function provided for convenience in `alibi-detect`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-08-13 15:13:11.305800: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n",
      "Epoch 1/5: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 32/32 [00:00<00:00, 57.14it/s, loss=0.0797]\n",
      "Epoch 2/5: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 32/32 [00:00<00:00, 126.92it/s, loss=0.0334]\n",
      "Epoch 3/5: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 32/32 [00:00<00:00, 127.28it/s, loss=0.0234]\n",
      "Epoch 4/5: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 32/32 [00:00<00:00, 127.19it/s, loss=0.0182]\n",
      "Epoch 5/5: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 32/32 [00:00<00:00, 128.28it/s, loss=0.0164]\n"
     ]
    }
   ],
   "source": [
    "from alibi_detect.models.pytorch import trainer\n",
    "\n",
    "trainer(ae, nn.MSELoss(), x_fit_dl, device, learning_rate=LEARNING_RATE, epochs=EPOCHS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The preprocessing/projection functions are expected to map numpy arrays to numpy array, so we wrap the encoder within the function below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def encoder_fn(x: np.ndarray) -> np.ndarray:\n",
    "    x = torch.as_tensor(x).to(device)\n",
    "    with torch.no_grad():\n",
    "        x_proj = encoder(x)\n",
    "    return x_proj.cpu().numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drift Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`alibi-detect`'s online drift detectors window the stream of data in an 'overlapping window' manner such that a test is performed at every time step. We will use an estimator of MMD as the test statistic. The estimate is updated incrementally at low cost. The thresholds are configured via simulation in an initial configuration phase to target the desired expected runtime (ERT) in the absence of change. For a detailed description of this calibration procedure see [Cobb et al, 2021](https://arxiv.org/abs/2108.00883)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "ERT = 150  # expected run-time in absence of change\n",
    "W = 20  # size of test window\n",
    "B = 50_000  # number of simulations to configure threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating permutations of kernel matrix..\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:00<00:00, 16177.23it/s]\n",
      "Computing thresholds: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:02<00:00,  7.70it/s]\n"
     ]
    }
   ],
   "source": [
    "from alibi_detect.cd import MMDDriftOnline\n",
    "\n",
    "dd = MMDDriftOnline(x_ref, ERT, W, backend='pytorch', preprocess_fn=encoder_fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We define a function which will apply the detector to the streams and return the time at which drift was detected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_runtime(detector: Callable, stream: Generator) -> int:\n",
    "\n",
    "    t = 0\n",
    "    detector.reset_state()\n",
    "    detected = False\n",
    "\n",
    "    while not detected:\n",
    "        t += 1\n",
    "        z = next(stream)\n",
    "        pred = detector.predict(z)\n",
    "        detected = pred['data']['is_drift']\n",
    "    print(t)\n",
    "    return t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we apply the detector multiple times to the pre-change stream where the distribution is unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "575\n",
      "134\n",
      "328\n",
      "35\n",
      "28\n",
      "166\n",
      "79\n",
      "158\n",
      "33\n",
      "298\n",
      "54\n",
      "122\n",
      "28\n",
      "216\n",
      "80\n",
      "Average runtime in absence of change: 155.6\n"
     ]
    }
   ],
   "source": [
    "times_h0 = [compute_runtime(dd, stream_p) for i in range(15)]\n",
    "print(f\"Average runtime in absence of change: {np.array(times_h0).mean()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the average runtime in the absence of change is close to the desired ERT, as expected. We can inspect the detector's `test_stats` and `thresholds` properties to see how the test statistic varied over time and how close it got to exceeding the threshold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cfvvt3H777WitOfPMM6mqqmLdunV4eXlxww038PLLL9PU1MSUKVMIDg7m7bffxtfXl2HDhnXrGsOGDWP+/Pn86le/YunSpYSHh3P33XcTGhrK1Vdf7fA5N998M9OnT+fhhx/msssu4+uvv+bDD1sP+F60aBFz585l+PDhVFRUsHz58g6TlrtIScYTfPwg5Qw4+I2nIxFCOPDAAw+wePFiHn/8cUaPHs15553H+++/b29IDw8P54UXXmDmzJmMGTOG999/nw8++KBHDe0vvfQSkydP5uKLL2by5MnU1NSwfPlyhz3LAKZOncoLL7zAv//9b8aNG8cHH3zQrirMbDbzu9/9jrS0NM477zzi4uJ45ZVXev13cAalDT6Jo1JqDrAE8Aae11o/0ma/CXgVmASUAFdqrQ8rpXyB54GJWEpsr2qtH+7sWunp6dptU1D88C/44m64ZTeEJbrnmkI4kJmZyahRozwdhjC4zt4nSqnNWut0R/sMXZJRSnkDTwNzgTTgKqVU27Lf9UCp1noo8CTwqHX75YBJaz0WSwL6lVIqxS2Bd8fgsyw/D/WwNNPUAKsfhuoS58ckhBBOZugkA0wGsrTWB7XWDcBbwPw2x8wHbOXB94BZytI9QwNBSikfIABoACrcE3Y3xI6GwOieV5nt+RS+eQQyZHCnEML4jJ5kEoGcFo+PWrc5PEZr3QSUA1FYEk41kA8cAR7XWrebrVIpdYNSapNSalNRUZHzf4OOeHlB6plw8OuerTuz833Lz8PSM00IYXxGTzJ9MRloBhKAVOA2pdTgtgdprZdqrdO11ukxMTHujXDwWVB1rPtLNdeVw/4vQHlD9lrL2BshhDAwoyeZXGBgi8dJ1m0Oj7FWjYVh6QBwNbBca92otS4EvgccNkx5zOCzLT+7W2WW+Sk0N8DU30BDJeRnuCoycYoxegcg4Vl9eX8YPclsBIYppVKVUn7AAmBZm2OWAQut9y8DVmnLX+QIcA6AUioImArscUvU3RWRAuHJliqz7tj5nuU5ZyyyPD70rYsCE6cSX19famtrPR2GMLDa2tp2Mxh0l6GTjLWN5SZgBZAJvKO13qWUul8pZRvF+AIQpZTKAm4F7rRufxoIVkrtwpKsXtJab3fvb9ANg8+Cw2u6rvqqKrKUeMZcapl4M2aUtMsIp4iNjSU3N5eamhop0YhWtNbU1NSQm5tLbGxsr85h+BH/WuvPgc/bbLunxf06LN2V2z6vytF2wxl8Nmx5FfK3QVInE9nt/gh0syXJgKXTwNbXLF2affzcEak4SYWGhgKQl5cnC3aJdnx9fYmLi7O/T3rK8EnmpJdqHS9zcHXnSWbn+5bSS9xo6/NmwoZnIXczJE/r+HlCdENoaGivP0SE6Iyhq8tOCUHREDcW9n7ecVfmshw4shbGXnpiW/IZgJIqMyGEoUmSMYL06ywlksy2fRqsdlknwRvTIskERkL8GGn8F0IYmiQZI5i40DIDwBd/hsY2vXy0hh3vQsJEiGwzzCflTMjZAI117otVCCF6QJKMEXj7wJyHoewIrP1X632rHoRj22Hiz9s/L3UmNNfD0Y3uiVMIIXpIkoxRDD4LRl4I3z0JFXmWbWufge8et5R0Jl3X/jnJ00F5SbuMEMKwJMkYyewHwdwIX90H296CFXfBqIstyzc7WpLVPwwGTJAVNoUQhiVJxkgiU2Hab2H7W/DRjZbuzZc+D17eHT8ndaaluqyhxn1xCiFEN0mSMZqZt0FoEgwYDwveAB9T58ennmUp/UgvMyGEAclgTKMxhcCNa8E30NIhoCspM8EUCns+gRFzXB+fEEL0gJRkjMg/tHsJBixTygyfA3s+l6n/hRCGI0nmZDDqIqg9Dkd+8HQkQgjRiiSZk8HQWeATAJmfeDoSIYRoRZLMycAvyJJoMj8Fs9nT0QghhJ0kmZPFqIuhMg/ytng6EiGEsJMkc7IYPhu8fDqeZFMIITxAkszJIiDCspBZ5icdLxkghBBuJknmZDLqIjh+EAp3ezoSIYQAJMmcXEbMA5T0MhNCGIYkmZNJSBwMmgq7l0mVmRDCEAyfZJRSc5RSe5VSWUqpOx3sNyml3rbuX6+USmmxb5xSaq1SapdSaodSyt+twXvC2MuhcBe8/4v2C6C1VVlgmSkgZyOYm90TnxDilGLoucuUUt7A08B5wFFgo1Jqmda6ZaPD9UCp1nqoUmoB8ChwpVLKB3gd+LnWeptSKgpodPOv4H7p/wd15bDyfijJgqvehNAEy77qEtj7mWUyzZwNUJZ94nkBkTDkHBh6rqUTQXM9NDVYlhgYfr5lTjUhhOghQycZYDKQpbU+CKCUeguYD7RMMvOBxdb77wH/UkopYDawXWu9DUBrXeKuoD1KKZh5K8SOspRmlp4NU38DB1bB4e9BN0NwPAycDJN/CYnpUJELWV/B/i9h53vtzxkcB+cuhnELwMvwhV8hhIEYPckkAjktHh8FpnR0jNa6SSlVDkQBwwGtlFoBxABvaa0fc33IBjFiLlz/Jby5AL5aDFHDYMYtkHYxxI9rvwja2MssswUU7raUYrxN4OMPVcfgy3vho9/Ahudg7qOWBCWEOGksemsrJh8vHrtsvNPPbfQk0xc+wAzgdKAGWKmU2qy1XtnyIKXUDcANAIMGDXJ7kC4Vl2ZZNqCqECJSHK+u2ZKXF8SPab0teqglWe14x5JsXpwDv15jOXdnzGZY83cIGQCn/axPv4YQwnW01ny7r4hzR8W55PxGr/vIBQa2eJxk3ebwGGs7TBhQgqXU863WulhrXQN8DkxsewGt9VKtdbrWOj0mJsYFv4KH+QVZVtzsKsF0xssLxi+A33xvmVVg0wudH9/cBMtuglUPwqe3QvnR3l9bCOFSB4qqKa1pJD0lwiXnN3qS2QgMU0qlKqX8gAVA23lTlgELrfcvA1ZprTWwAhirlAq0Jp+zaN2WI3oqKBpG/xi2vwMN1Y6PaWqA96+HjDdg8q8ADV8/7M4ohRA9sDn7OACTkiNdcn5DJxmtdRNwE5aEkQm8o7XepZS6Xyl1sfWwF4AopVQWcCtwp/W5pcATWBJVBrBFa/2Zm3+Fk8+k66C+Ana+335fYy28/TPY/RHMfhAueAxO/wVk/BcK97g9VCFE1zYdLiUi0JchMUEuOb/SMmjPLj09XW/atMnTYRib1vDMNPD1hxu+br393YWWgaAXPmHpSg2WbtNLxsPgs2DBGx4JWQjRsXMe/5rBMcE8vzC91+ewtnc7PIGhSzLCgJSC9OsgbyvkZZzYvvV12P2xpauzLcEABEXBGTfDnk8tY3OEEIZRXFXPweJql7XHgCQZ0RvjrrSsxLn5JcvjkgPwvzsgZSZMv7n98VNvhKBYS1dqKTkLYRibs0sBSE92XZI5mbswC1cJCIcxl8L2d2HWvfDBDeDtA5f8x/FgTVMwnPVH+Px2+ORmy4wCQgiPCz1Ywp98y5mwdx2UDIFJ1zr9GpJkRO+kXwcZr8MrF0PBDrjsRQhL6vj4iQth10eWnmlCCEOY2GRmojf4bPSyrEclSUYYRuIkiBtrSTDjFlhKNp3x8YPrpHOfEEZR19jM2MUr+L8Zqdw1d5TLriNtMqJ3lIJz/myZVPOCU2e2HiFOFtuPltPYrEl30fgYGynJiN4bMcdyE0L0O5vsgzBd20YqJRkhhDgFbT5cypCYICKD/Fx6HUkyQghxijGbNZuyS11eVQaSZIQQ4pRzoKiK8tpGJrlwEKaNJBkhhDjFbHLDIEwbSTJCCHGK2X60jIhAX1KjXTMpZkuSZIQQ4hRTUFFPYkQAqi/rTHWTJBkhhDjFlFTVExVkcsu1JMkIIcQppqS6gSgXd122kSQjhBCnmJKqBqKCJckIIYRwspqGJmobm4kKluoyIU56tQ3NFFXWezoMcQopqWoAcPlIfxtJMkJ40D9W7uMn//7e02GIU0hJtSXJREt1mRAnv8PF1eQcr6Wx2ezpUMQpoqTKUnLuN73LlFJ/d0YgQpyKbFVltioMIVzN9l4zfMO/OjGK50cO9j3R64jan2uOUmqvUipLKXWng/0mpdTb1v3rlVIpbfYPUkpVKaVud1ZMQjhLkfVbZXGVtMsI97BVl/WHkszdSqk9QKJS6lal1JlKKdscBbOdEBtKKW/gaWAukAZcpZRKa3PY9UCp1noo8CTwaJv9TwD/c0Y8QjiT1tpekpHGf+EuJVX1BPp5E+Dn7ZbrdZlklFKfKKUGtd2utX4QuBRoBAYCfwXylVJFwCEnxTcZyNJaH9RaNwBvAfPbHDMfeMV6/z1glq2UpZT6sTWWXU6KRwinqW5opq7R0hYjSUa4S0m1+8bIQPdKMvOAeEc7tNa7gPO01rdorWcC4cAE2ieC3koEclo8Pmrd5vAYrXUTUA5EKaWCgTuA+zq7gFLqBqXUJqXUpqKiIieFLUTXWiaWIqkuE25SXFVPpJuqysAJDf9a68wW981a61yttRG6yiwGntRaV3V2kNZ6qdY6XWudHhMT457IhKBNkpGSjHCT49UNRLtpjAyAj9uu1Du5WKribJKs2xwdc1Qp5QOEASXAFOAypdRjWEpYZqVUndb6Xy6PWohusCUWLyUlGeE+JVUNjE4Iddv1uptkfqSUqgD2aq21KwNqYyMwTCmViiWZLACubnPMMmAhsBa4DFhljXGm7QCl1GKgShKMMJKiyjoAUqODKJaSjHADrTUl1fVum1IGup9kHrLe6pRSO4FtQIb157auqqR6S2vdpJS6CVgBeAMvaq13KaXuBzZprZcBLwCvKaWygONYEpEQhldUVY+3l2J4XAh7Cyo9HY44BVTWN9HYrN02AzN0P8ncDCgsjfrjgZ8BvwA0oJVSh7EknQxrrzOn0Vp/DnzeZts9Le7XAZd3cY7FzoxJCGcoqqwnOtiP2BATa7KKPR2OOAW4eyAmdD/JbNRab7A9sI5fGcGJpDMBmAFcAjg1yQhxsiquaiAmxERMiInKuibqGpvx93XP2AVxanL3lDLQy4Z/rXUzsNt6+69tu1IqzklxCXHSK6qsJybYkmTA0rU0KSLQw1GJk1mxm2dgBidPkKm1LnDm+YQ4mRVV1hMTYiLa2ggr3ZiFqx23z8BsrJLMKOCYqwMR4lRiNmuKq+qJblWSkUkyhWvZqsvcWZLpMslorfe6IxAhTiVltY00mbW9TQakJCNcr6S6gVB/H/x83LfKi6wnI4QH2BJKTIjJ3ggrSUa4WnGVe8fIgCQZITzCnmSCTfj5eBEe6CvT/QuXO17d4NYxMiBJRgiPsCUUW1VZTLBJSjLC5Uqq3DsDM0iSEcIjWlaX2X7K/GXC1Uqq3TsDM0iSEcIjiqrq8ff1Ithk6XsTHWyS6jLhUmaztszALCUZIU5+lillTNhWMY8Jkeoy4VpltY2YNdImI8SpwDYQ0yYmxERNQzPV9U0ejEqczOxTykjvMiFOfrYpZWxsI7Clyky4im2wr5RkhDgFFFW1L8mAjJURrmObUkZKMkKc5BqbzZTWNLROMjJ/mXCxkmpbdZmUZIQ4qR2vbkBrWiWZ6BDLP75UlwlXKa5qQCmICJQkI8RJzVZaaTkTblSQCS8lJRnhOser64kI9MPbS7n1upJkhHCztgMxAby9FJFBMiBTuE5JlfunlAFJMkK4Xct5y1qKDvajqNJ10/1/uPUot7+7jcZms8uuIYzLE1PKQC9XxhRC9F5RVfuSjO2xK0syL39/mG1Hy/FWikcuHWsfCCpODcXV9YyKD3X7daUkI4SbFVXWE+Lvg7+vd6vtMSEmil3UJlNe08j23HIGRgbw9qYcln570CXXEcZ1vNozJRnDJxml1Byl1F6lVJZS6k4H+01Kqbet+9crpVKs289TSm1WSu2w/jzH7cEL4UDbMTI2McGWkozW2unXXHuwGK3h75dP4MJxA3hk+R6W78x3+nWEMTU2mymrabSvXeROhk4ySilv4GlgLpAGXKWUSmtz2PVAqdZ6KPAk8Kh1ezFwkdZ6LLAQeM09UQvRubaj/W1iQkw0NJmpqHP+1DJrsooJ8vPmtEHhPH75eCYMDOf3b2ewLafM6dcSxlNqHYgZKSWZdiYDWVrrg1rrBuAtYH6bY+YDr1jvvwfMUkoprfVWrXWedfsuIEAp5f40LkQbxZX1RDsqybhw1P/3WSVMHRyFr7cX/r7ePHdNOtHBJm58YwtVMl/aSa/EmmSipXdZO4lATovHR63bHB6jtW4CyoGoNsdcCmzRWrf771VK3aCU2qSU2lRUVOS0wIXoSEclGVfNX3a0tIZDxdWcMTS61bWWLJhAXnktj/wv06nXE8ZTUuWZKWXA+Emmz5RSo7FUof3K0X6t9VKtdbrWOj0mJsa9wYlTTm1DM5X1TY7bZFxUkvkhqwSAGcOiW22flBzJ9Wek8vq6I/yQVezUawpj8dSUMmD8JJMLDGzxOMm6zeExSikfIAwosT5OAj4ErtFaH3B5tEJ0oe2yyy25av6yNVnFxISYGBYb3G7fbbNHkBodxB/f3y7LDJzEDhZVA+6fgRmMn2Q2AsOUUqlKKT9gAbCszTHLsDTsA1wGrNJaa6VUOPAZcKfW+nt3BSxEZwodjPa3CQvwxcdLObW6zGzWfJ9VzIyh0Q7HxQT4efPYZePILavl0eV7nHZdYRzvbsrhqVX7mTY4irAAX7df39BJxtrGchOwAsgE3tFa71JK3a+Uuth62AtAlFIqC7gVsHVzvgkYCtyjlMqw3mLd/CsI0Yq9JOOgbtzLSxEd7NwVMvcWVFJS3dCqPaat01MiuW56Kq+uzWbdwRKnXVt43kvfH+IP723njKHRvHBtukcG4Bp+xL/W+nPg8zbb7mlxvw643MHzHgQedHmAQvRAZyUZ2/b9hVVU1jUS4t/3b53fW9tazhjati9Ma384fwQfZeTyzsYcpg7u/FhhfFprnlqVxRNf7uP80XH886rTMPl4d/1EFzB0SUaIk82homr8fb0clmQAzh4RQ0ZOGVMfWsniZbs4WFTVp+utySpmSEwQA8ICOj0uwM+bEXEhZB+v6dP1hDG8sf4IT3y5j59MTOTpqyd6LMGAJBkh3Gp/YSVDY4Px6mC69dtmj+Dj357B7NHxvLE+m3P+/g1vrM/u1bUamsysP3i806qylpKjAskuqe7VtYRxHCyq4sHPdjNzWDSPXzYeH2/PfsxLkhHCjfYVVDI8NqTTY8YPDOfJKyfw/Z3nkBIVyMrMwl5da+uRUmobm7udZAZFBVJc1SCDM/uxxmYzt7ydgcnHm8cvH9/hlxl3kiQj+qW/fLST37+11dNh9Eh5bSMFFfUMi+s8ydjEhvgzLC6E3NLaXl3vu/3FeHupbrexpEQFAUhpph97enUW246W89AlY4kL9fd0OIAkGeFEtQ3NlNc0uvw6H23N5bV12Xy7v38NINxfUAnA8Lj241U6khgeQF5Z75LMqj2FTBoU0e1uq4MiAwE4UiLtMv3RtpwynlqVxY8nJDBv3ABPh2MnSUY4zUOfZ3LVc+tceo2c4zX8+aOdeHspjlc3UNvQ7NLrOdO+Aksj/vBulmQAEsL9qaxvoqKuZ8n7WHkdu/Mr+NHI7vfaT46yJBlp/O9/6hqbueXtDGJDTNw3f4ynw2lFkoxwmn0FlWQVVnU4VX1VfVOfVmVsajaz6K2tKGDRrGEA5Jf37lu+J+wrqCTQz5vE8M57erWUGG754O9paWb1Xks7zjk9SDIh/r5EBflJdVk/tOHQcQ4WV3PvRWkeGXDZGUkywmmOVdTR0Gy2z/ja1rx/fse/VmX1+vz/XJXFliNl/PUnYzk9JRKA/PK6Xp/P3fYXVjKsk55ljiSEW+rVe9ous2pPIYnhAT2qmgNL43+2VJf1O7YlG6YN6V4nD3eSJCOcQmtt/8A/5uCDv6q+ieySGnbllffq/FuOlPKvVfv5ycRELh6fYP/w7W17hSfsK6jqdqO/ja3U05Pfs76pme+zivnRyJgej/BOiQqSJNMPZeSUMSQmyHClGJAkI5yktKaRhiZLVZij0kW+9UPySC/r+5dl5GHy8ea+i0cDEB9mSzL9oyRTVtNAUWV9j0sW0cEm/Ly9yO3B77n+4HFqGpp7VFVmMygykLzyWuqb+k9b16lOa822o2VMGBjh6VAckiQjnKJl28gxB+0kuS2STG+WF84tq2VgZIB9qhWTjzfRwaZ+0yZja/TvaUnGy0sxINzf/vfrjlV7CjH5eDFtcM+rTpKjAtEajvay27Rwv6OltRRXNTBhYJinQ3FIkoxwipZVZHkOSjK2Ekddo5miXswynFta267BPCHc3+G1jGifvftyz5IMQEJY97sxa61ZvbeQaUOiCPDr+VQiyTJWpt/ZdrQMQEoy4oSSqnq2HCn1dBhOZasi8/f1ctgm0/JDMqcXVWZ55bUktEkyA8L8+02bzP6CSoJNPiSE9XyAXEIPxsocLK4mu6SmV1Vl0KIbcw/bZTZnl7J42S6a+tB7UPROxpEy/Hy8GBHf8y8w7iBJxgMeXb6HnzzzA4/8bw/N5p5XHRnRsfI6vL0UaQNCHVZh5ZXV4m3tVdXTdpnq+ibKahpJjGhbkgkgv6y2V9Vv7ra3wDJnWW+mWk+MCKCgoq5b3b9X77F0Xf7RiN4lmaggP4L8vHucZJ5encXLPxzm6dWyNqC7bTtaxpiEUPx8jPlxbsyoTnJbjpQRbPLhP98c4IZXN1HZw4F2RpRfXkdsiInEiECHDf+5ZbWMTghFKThS0rPSh+1bfLvqsrAAqhuaqagz/lxb+wuqetzob5MY7o9ZO+6119bqvYUMiw1moHX0fk8ppUiOCupRdVlpdQPf7isixOTDP1ftZ+tJVko3ssZmMztyyxk/MNzToXRIkoybVdQ1cqCoil+dOZgHfjyGr/cV8ZNnfuj3deDHKmqJD/NnQJg/+eV17UoXeeW1pEYHER/q3+OSzNEOkswAazdmozf+l1TVU1Ld0Kv2GMBeTdhVlVlVfRMbDh3vdVWZTXJUYI9G/X++M58ms+a5henEh/pzy9sZrZZy3p1XwQVLvuPej3f2KS7R3r6CSuoazUyQJHPya2w227vwdmbH0XK0tsy0+/Opybx2/WSKquq59Z1tbojSdfLL6xhgTTINTWZKW8xh1mzWHCuvIyE8gIGRgT1uk7GXZCLatsn0fAyJJ/S2Z5mNPcl0kUzXHSihsVlzdi+rymwGRVleo+5W5S7LyGNITBBTUiP5+xXjyT5ew4OfZaK15pUfDvPjZ75nd34Fn2zP7xdVm/1JhnUQ5mkGbfQHSTJOsb+gknGLv2BlZkGXx9reFOOSLN0Npw+J5udTk8nIKWv17a8/0dqSRAaEBTAgrP0gyeKqehqbNQnhAQyKDOxxSSavrBYfL0VsSOtG8xMDFY3dw2x/Yc8nxmzJ9nt2Nep/n/U6YxJDe3Udm5SoIBqbdbdKiMfK69hw+DgXj09EKcuMz786cwhvbjjCpf/+gXuX7eKMIVHcMWckx6sbyCrs2yJsorVtOWVEBvkxMLL7UxW5myQZJ0iOCsKsNZuyu66L3pZTRmp0EOGBfvZtp6dE0mzW/bbHWUVdEzUNzQwI8yfeWrpo2X5gG3ORGO7PoMhAjlXUUdfY/cF+uaWWqjjvNtOxxISY8PFShq8u21dQSYjJh/heTr3u7+tNVJBflwMyDxZVExdq6vOyzck9mI350+15aA0XT0iwb7v1vOGMTghlR245f7kwjRevPZ0LxsYDsP7Q8T7FJlrLyCljfFJYrzqUuIskGSfw8/FifFJ495LM0bJ29acTkyPwUrCxn/4D2hJKfJi/vYtufkWLcTPWUo2tJAM9G+yXV1bXrvsygLeXIi7Un3yDl2Qs08n0rmeZTXe6MR8oqmJITO9KSy0lR1vGyhzuRpJZti2PsYlhpFqfA5b/h//+ciqrbz+b62ekopRiUGQgcaEmNvTT97gRVdU3sb+wytCN/iBJxmnSUyLYlVve6dTzx8rrKKioZ3xS65G5wSYfRieEseFw//wHtJUkBoT5ExVsKV20HPXfMsnYej31pF0mt6yWpA5mLk7o4Wh4d9Nas7+gsteN/jYJ4Z2PCdJac6DQOUkmPtQfP28vso933hnlUHE124+Wc/H4hHb7wgJ8SYo40cNNKcWU1CjWHyqRdhkn2X60DK0xdKM/9IMko5Sao5Taq5TKUkrd6WC/SSn1tnX/eqVUSot9d1m371VKne/KONNTImgya3ubiyMZOZaSjqNvHqenRLL1SFm3Og8YzYmSTIDD0kVeWS0h/j6E+vueWBirm0mmqdnMsQrHJRmwNP4beSbm4qoGSmsae93ob5MYHkhuJ2OCiqsaqKhrYnBMkMP9PeHtpUiKDCC7uPPXaFlGHkrBheO7t0DW5NRICirqez1/nWhtW45lstnxSeGeDaQLhk4ySilv4GlgLpAGXKWUSmtz2PVAqdZ6KPAk8Kj1uWnAAmA0MAd4xno+l5g4yNK7Y3N2x6WRjJxyfL0Vowa0b5idnBpBfZOlz3t/k19eh1IQG2ICsHdjtsktq7M3XkcH+xHg693tD5qCynqazbpdzzKbAeH+HCuvw2zQQa29WQ3TkYRwf2oamimvdTym6kCRpUHdGSUZsM7G3MlrpLVm2bZcJqdE2nv5dWVKqmV5hvUH+2eJ3WgyckpJiQokIsiv64M9yMfTAXRhMpCltT4IoJR6C5gP7G5xzHxgsfX+e8C/lKXyez7wlta6HjiklMqynm+tKwIND/RjWGxwp+0y23LKGDUgFH/f9rluUrLlH3Dj4eNMSjZud0RHjpXXERNswtfb8p0lPsyfXXkV9v15ZSemhLHVz3c3ybSsanMkISyAhmYzxdX17XqfGcHufMvfYWR833p82XuYldW26jRic7DIUrU1JNY5SWZQZCDrD1qqtpRSbDp8nAc+3U2TWRNk8sHk48WBomr+b0Zqt885NDaYyCA/1h86zhWnD3RKnKeybTnlTB0c6ekwumTokgyQCOS0eHzUus3hMVrrJqAciOrmc1FK3aCU2qSU2lRUVNSnYNNTItiSXerwW3WzWVtG5nZQtI0JMTE4OqhfNv7nV9TZuy7DiTnFbFU7lnnHTuwfGBnY7XXkc0sdD8S0sSUfozb+786vICbERIy1lNdbtpJcR921DxRVEeDrzYBe9mBrKzkqkOqGZoqrGvhgy1Gufm49JdUNxIf6o4DSmgYmDgrnwrHt22M6opRickokGw6XOCXGU1lhRR3HKuoYZ/CqMjB+ScbltNZLgaUA6enpfapzmZQcyZsbcthfWNVusrqDRVVU1Td12hPk9JRIlu86htmse7R6oqcds47mtxkQFkB9k5mymkb8fLwoq2lsVRIZFBnI91nF9m/Jncm1l2Qcf3jaklt+ea0he9lk5leS5qB6tKcS7GNlHCfnA0VVDI4Jctr7JsU6G/OfPtzBl7sLmDY4in//bKLDUlRPTE61vMdblm5Fz9lqCsYkGnN6/5aMXpLJBVqWq5Os2xweo5TyAcKAkm4+16nSrdVcGx30ErN1COisJ8jpqZGU1zbaB9X1F/nWgZg2Jz746+w9zxJbJZkAahst35K7kltWS2SQH4F+jr8PJRh4QGZDk5mswkqHbXA9FRXkh5+PV4dLG1iSjHOqysAy6h/gy90FXDV5IK9eP7nPCQZgirV6R7oy981Oa9vtqAHGnHm5JaMnmY3AMKVUqlLKD0tD/rI2xywDFlrvXwas0pZ6mmXAAmvvs1RgGLDBlcEmRwUSHWxis4N2mYycMkJMPgyO7rj3z+QUW7tM/xmUWVXfRGVdk32lSjixamV+ea19AGGrkkxU93uYWb7xdlwFFBHoi7+vlyGnltlfWEljsyYtoe9JRilFYniAw+7adY3NHC2tZYgTepbZDIoM5NxRsdxzYRoPXTLW3t7WVyPjQwnx95FBmX20K6+C1OigPg+8dQdDV5dprZuUUjcBKwBv4EWt9S6l1P3AJq31MuAF4DVrw/5xLIkI63HvYOkk0AT8Vmvt0jVllVKkJ0ewyUEPs21Hyxg3MKzT6oyBkQHEhZrYeOg4P5+a7MpQncbWfbllm4y9ncQ6/X/LbYC9G3PO8ZouOznkltZ22i1XKUWCQbsx77ZWaTijugwspUFHU8scLqlGa+f1LAPw9fbi+YWnO+18Nt5eitNTIll/SNpl+mJnnrFnXm7J6CUZtNafa62Ha62HaK3/at12jzXBoLWu01pfrrUeqrWebOuJZt33V+vzRmit/+eOeNNTIsg5XkthixHvdY3N7Mmv7LI/u1KWf8CNh4/3mwFr9jEyLRqco4NNeHspjpXXkVdWi5eCuBYN37ZBel2VZLTW3aq7HxDu3+XkkZ6QmV+Jv69Xq/aqvuhoQOaBQmvPMicmGVeakhrJwaJqiip7vkKqgPKaRo6W1jImwfjtMdAPkkx/Y/tm3rIr8668CprMulvfPCanRpJfXtdv1lg/Mdr/RCLw9lLEhZjIL6+zzDsW6o9Pi+oWf19v4kJNXSaZ8tpGqhuaO+xZZpMQFmDI3mW788sZGR/abs613koID6Cwsp76ptYF8gNFVSiF05KZq01OPdFdX/TcrjxLe8xoJ1TDuoMkGScbnRCGyceLTdZ2lfzyWh7+PBMvBad1I8mkJ/evf0BbSSY2tHUX3QHhAdY2mVqHAym7M1Ymt4N1ZNoaEB5AQWX3Vo50F601u/MqnNLob2Mr0RWUty4BHCiqIiEsgAA/l401dqoxiWGE+Pvw1KosCiuN9+XA6Gw9yyTJnKL8fLwYPzCcTdnH+XpvIfP+uYbM/Ar+seA0YrsxhmFEfAih/j6sySp2Q7R9l19RR1SQX7sBpvFhlpH4ljEy7ZNEd9aVsY+R6WC0v01CmD9aQ0GFcT6wcstqqahrckqjv41t/rajZa3/bgeKqpw2CNMdfL29eOqq0zhcXM1l/17L4eLO50jTWlNcJVVrNjvzyu3zBPYHkmRcID05gh255Vz70kZiQ0ws+90Mh5MIOuLtpZg3bgCfbc+ntLrrLr6edqy8rlXPMpsBoZZ2EttiZW11Z8r/rkb726/VoqOBI/VNzXy+I5+aBvet15OZb+mG7qxGf3DcXVtrzcGiaqf2LHOHs0fE8t9fTqGyrpHL/vODvUtuW2az5rZ3tzHt4ZWyFo3VrrwKRveT9hiQJOMSZw2PQWu4avJAPvrtGT1ukF04PYX6JjNvb8rp+mAPs62I2VZ8mD91jWb7YmVtDYoMRGs6nUE5t6wWk48XUV3MzZQY3n6hNJtv9hUx5x/fceMbW3hm9YGufh2n2Z1XgVIwMt554xgGhPtj8vFizf4TM1Mcq6ijpqG53zT6t3TaoAje+810TD7eXPnsWj7bnt9qv9aav3y8kw+25NLYrHm3H/w/9MXWI6Us/fYATZ1U+9Y0NHGwqKrfVJWBJBmXmDI4ii1/OY+HfzLO4TxlXRkZH8q0wVG8tja70zecERwrr3VYkmmZWBIdjHPpzmzMedaJNbuaFeDEMswnvuHnHK/hN69vZuGLG9BaMzohlPc2H+32ksJ9tTu/nNSoIIJMzhslYPLx5tozUvh4W579m39/61nW1pCYYD64cTpDY4P57X+3cOMbmymuqkdrzUOfZ/LG+iP8+qwhnJcWx/tbcg3V7uZsT3y5j4c+38MNr23ucJXczPxKzLr/tMeAJBmXiezjzKgLp6eQW1bLV91Y0tlT6hqbKa1pdDgLb7yDcTMtJVunLVmVWdjh+Y920GmgrSCTD6H+PnyVWcDv39rKWX9bzczHVrN6byG3zx7OilvO5HfnDOVYRR3f7uvb/HTdtTvfuY3+NjeePZTwAF8e+jzTsoaMffbl/lVd1lJcqD/v/2Y6f5wzgq92F3LeE99wy9sZPPfdIRZOS+aOOSO4Mn0gxVX1fL3XPa+fu9U1NrPh0HFGDQjl672FXLl0rcNOEbutPcv6w3QyNpJkDOrcUbEkhgfw0veHnXreosp6p7VNOBojY+NocGZLMSEmrp2ewmvrsvl8R367/WAd7d/NaeSHxYWwObuUtQdLGBkfwh1zRvLVrWdx0znDMPl4c87IOKKC/Hhr45Funa8vKuoayTle69RGf5uwAF9unjWMHw6U8PXeIg4UVRFi8unzBJye5uPtxY1nD+Wzm2cwKCqIjzLyuHxSEvdeNBqlFGePiCEmxMTbG0/OKrNNh0upbzLzx/NH8Nw16RworOaSp38gq80UUztzK4gI9HVYRW1Uhh7xfyrz8fbimmnJPPy/PWT28ltxs1mz7WgZGw4dZ1tOGdtyysgrr+PM4TG8+n+T+xxjvoPR/jaxIf54eykCfb0J7WDqiz9dMIptR8v4w7vbGBEf0qrKp66xmaLK+m6VZABeXHg6NY1NHa5t4ufjxaWTknhxzSGKKutd+qG8xwWN/i39dEoyr/xwmIc+zyQq2I/BsX1b2tlIhsWF8P6vp5GRU8ZpgyLsM2T4eHvxk4mJPP/dIQor6wy5rENffJdVhK+3YsrgSAL9fHj7V1P5v5c3sfDFjSz//Uz79DG78ssZkxjWr15vKckY2JWnD8Tf14tXfjjc7efUNzXzzqYcfvvfLUx84Et+8swPPPK/PezOryA9JZJpg6NYd6Ck015dnSmvaeR4dQOVdY32LsiO2mS8vRSxIaZOe4b5+Xjx9NUTMfl685vXN7cqYdlKSd2dqTcs0LfLxbOuSB9Ik1nz4daj3Tpnb9mqNFxRkgHL3+2OOSPZX1jFuoPH+3VVmSM+3l6kp0S2G8R6RfpAms2aD7e4dJ5bj1izv5iJgyLsE8GOSwpn6TWTyC+v5a+fZQKWCVf3Hqt02fvKVaQkY2DhgX5ccloSH2w5yh1zRnZrBbz7P9nNG+uPEBtiYnZaHGcOj2H6kCh7n/pVewpY+3IJW46UMn1IdI/i+XZfEde82HqOUaUcJxmwNE6GBnQ+gV9CeABLFkzgmhc3cNcHO/jlzME0mTXbj5YBXQ/E7ImhscFMSo7grY05/HLmYJd9G9ydX0FkkJ99pVBXmDMmnknJEWzOLu23jf49NSQmmPTkCN7ZlMMNZ7ru9XO34qp6duVVcPvs4a22TxwUwS/PHMyz3xxkzph4YkJMNDbrfjOdjI0kGYO7dnoKb244wtLvDnLHnJGdHrv3WCVvbjjCNdOSue/i0Q7/CdNTIvFSsO7g8R4nmTVZxfh5e3HXBSNpNmsamzVJEQEdTsP/759NojsfAzOHxXDLucN54st9fJyRZ9+uFKREB/Yoxq5cmT6QP76/nc3ZpaSnuGZVQdsaMq78EFRKcfe8UVz57NpOl4842Vxhff22HCnr1QqyOcdrWL7zGD+ZmGiYwYzfWwdezxgW027fLecOZ1VmIXe+v4NfzLSsQtqfepaBJBnDGxEfwqUTk3j2mwOcOyrWvkxzW1prHvxsNyH+vtx63vAOP+BC/X0ZkxjGuoM9nwU340gZoxNDue6M7i2525Pp4W/60VAmJUdQVd+En7cXPt6K6GBTt9eP76554wZw3ye7eHtjjkuSTGOzmb0FlVw7PcXp525r4qAIMu6Z7dRu0kZ3wbgBLP5kF+9uyul2ktFas/ZgCS9/f5ivMgswW8dnLb54tIuj7Z41+4sJC/BlrIMeY/6+3vz9ivFc8swPPLZiL0F+3vYF5foLaZPpBxZfnEZCeAC3vL2Nqg76z3+9r4jv9hdz86xhXS4uNXVwFBlHynrULtPYbGZ7bpnLvjV7eSnOGBrN+aPj+dHIWGYOi3FJF+Agkw8XjU/g0+35VNY1Ov38mfkVNDSZ3fZt81RKMADBJh/mjR3AJ9vyqOji9TObNZ9tz+eCf67h6ufWs/HwcX5z9hDOHRXHe5uPdvi/5E5aa9ZkFXPG0KgOJ1IdlxTOjWcPoaHJTFpCaL9aNRckyfQLIf6+PHHFBI6W1vDAJ7vb7W9qNvPXzzJJjQ7q1jo0UwdH0tBsZsuR7i+OtvdYJXWNZk4b1PMqCqNZMHkQtY3NLukOuzKzEKUsVYDCNRZOT6G6oZm3Nzh+/ZrNmo8zcjn/H9/y2/9uoaGpmccuHcfau2bxh/NH8tsfDaGqvokPt7i2A0h3HCiqJr+8jhlDO3+//O6cYcwcFs3cMQPcFJnzSJLpJyanRvLrs4bw9qYcVuw61mrfmxuOkFVYxV1zR+Ln0/VL2rJdprtsy0d3ZyZpo5swMJwpqZE8/90hGpqcO4J81Z5CJg6K6PNgXNGxMYlhTB0cyUvfH2o3A4DZrLnmxfUseisDpeCpq07ji1vO4orTB9pn35gwMJxxSWG8sjbb4+s2fWedImjmsM7bR/18vHjt+in834zuVVUbiSSZfuT35w5nTGIod76/nUeX7+GJL/fx1Mr9PPnVfqYOjuS8tLhunac37TJbj5QRFeRHUjfHrRjdjT+yzADw0VbndYctqKhjR245s0bFOu2cwrFfzhxMXnldu4G8720+yvdZJdx9wSiWLzqTi8YntKuGUkqxcFoKWYVV/HDAsyt0rtlfTHJUIAMjndvBxUgkyfQjfj5e/OPKCQT7+/DCmkP8c+V+/v7lPprNmr9cmNaj3kzTetguk5FTymmDwk+abqNnDotmdEIo//nmgNPmM1u1xzJFzqyR3Uv2ovd+NCKWwTFBPP/dIXtppKymgUeW7+H0lAh+MTO107aLeeMGEBnk16MxaI40NZt7/f5pbDaz7mAJM4b2rJdnf3NqtRqeBIbGhvDdH88BLI2GTdY3eE96coGl8f/Zbw92a7xMeW0jB4qqueS0xN4FbUBKKX5z9hBu+u9WVuw6xgVj+17XvTKzgMTwAIbHnRrjVjzJy0tx/YxU7v5wJxsOHWfK4Cge/2Iv5bWN3D9/TJdfhvx9vblq8kD+/fUBjpbW2JcE74mGJjMXPbWGvPJapg6O4owhUUwdEoWPlxeFFXUUVtZTXFWPyceLEH9fQvx9CPDzpqHJTF2jmQNFVVQ3NHdZVdbfSZLpx5RS+Hr3rmSRnhJhaZc5UNJlktlmbY+ZMLD/N/q3NHfMAFKj9/HM11nMHRNv/2Aqr22kpqHjKWocqWtsZk1WMVemDzxpSntGd+nEJB5fsZfnvjtEoJ8Pb6w/wrXTU7rdK/GnU5L599cHeH3dEe6c2/kYNEdeW5fN3oJKzh8dx+78Cr7c3fPJbIP8vJnWw/Fq/Y1hk4xSKhJ4G0gBDgNXaK3bdYdSSi0E/mx9+KDW+hWlVCDwLjAEaAY+0Vrf6Y64+4sQf0u//O40/mfklKEUjBvYv0Yad8XbS/GrMwdz5wc7WJNVzLjEcF74/hAvrTlEVUMTvzpzCLecZ5lg08ZstnQ5HRgZSGr0ifEKPxwopq7RzDmjpKrMXfx9vfn51GSeWp3FoeIqooJM3HLe8K6faJUQHsDstHje2niE3587rEfLcpRWN7Dkq33MHBbNf342CaUUOcdr2HDoOD7eitgQf+JCTUQFm2hoMlNZ10hlXRPVDU2YfLzx9/XC39eb6GATYV3MitHfGTbJAHcCK7XWjyil7rQ+vqPlAdZEdC+QDmhgs1JqGVAPPK61Xq2U8gNWKqXmaq3/595fwdimDo7ipe8PU9vQ3On68Bk5ZQyNCe5wosv+7JKJiTz51T7+9OEOyqobqaxvYu6YeIJNPvznmwN8vbeQJ6+cwNDYYD7OyOPZbw6wv7CKuFATn908k2jrqPGVmYUE+nkzdbBrZhEQjv18Wgr/+fYgB4qqeeKK8T1+j/7fjFSW7zrGc98e5HezhnX7eUtW7qeqvok/zzvRFjowsuMG/P4+S3ZfGLnhfz7wivX+K8CPHRxzPvCl1vq4tZTzJTBHa12jtV4NoLVuALYASa4PuX+ZOjiKhmYzWzsZL6O1ZuuR0pN26hKTjzc3nj2UnOO1zBgWzf8WzeTfP5vE3y4fzwsL0ymuauDif61h5qOruf3dbXh7Kf48bxRlNY387r9baWo2o7Vm1Z5CZg6LblXqEa4XE2LilzNTmTM6vldthpNTI5k3boC1NFTdredkFVbx2rpsFkwexAgnrnx6sjJySSZOa23rn3gMcFQPkQi0HJF11LrNTikVDlwELHFBjP2arV3mhwMlTO+gh8uR4zWU1jSeFIMwO3LNtGQuHp/QbgLSWaPi+OKWCB78bDfFVQ08/JOxnD0iBqUU4YF+3P7uNv7+5T4uHDeA/PK6HlXVCOf5w/k9b09p6d4L0/h2bxF/+Wgnr10/ucs2tYc+zyTQ15tb5fXuFo8mGaXUV0C8g113t3ygtdZKqR73E1RK+QBvAv/UWh/s4JgbgBsABg0a1NNL9Gsh/r5MSY3ik+153HrecIddPjPsjf7h7g3OjZRSHc5wHRnkxxNXTGi3/bJJSWw5Usq/vz7A1iOlKGXpViv6n9hQf/44ZwR/+XgXH2fk8WNriaikqp4/fbiDNfuLGR4fwuiEUCID/Vi1p5C75o60V5WKznm0ukxrfa7WeoyD28dAgVJqAID1p6N1enOBgS0eJ1m32SwF9mut/9FJDEu11ula6/SYmFNvKpArTk8iu6SG9YccdwDYeqSMAF9v6ZbrwD0XpjEuydJ5YnxS+Cld797fXT0lmQkDw3nws92U1TTw3f4i5iz5jtV7ipg7dgC+3l58vDWPf67KIjkqkGvPSPF0yP2GkavLlgELgUesPz92cMwK4CGllK0uZzZwF4BS6kEgDPiF60Ptv+aOGcA9H+/inU05TBsS1W7/1pwyxiWF4dPDcTinAn9fb5756UQueeYH5k9I8HQ4og+8vRQPXTKWi/61hsv/s5b9hVUMiw3mlesm2xcJM5s1OaU1hPj7SttbDxj5k+MR4Dyl1H7gXOtjlFLpSqnnAbTWx4EHgI3W2/1a6+NKqSQsVW5pwBalVIZSSpKNA/6+3syfkMDnO/Ipr209q219UzOZeRVMGBTumeD6gaSIQNbfNavbyx8I40pLCOUXM1LZX1jFz6cms+ymGa1WofTyUiRHBcm8dD1k2JKM1roEmOVg+yZalE601i8CL7Y55ih0a70sAVyZPojX1x1h2ba8VrM4f7w1j4ZmM+kdrGEjLPrb1OuiY3fMGcnVUwaR3M/WbDEyI5dkhJuMSQxl1IBQ3mkx9X12STX3fbKLKamRnDNSGrTFqcFWWhHOI0lGoJTiyvQkduSWszuvgsZmM4veysDbS/HklRM6XExJCCG6IklGAPDj0xLx8/HinU05PLUqi4ycMv56yVgSwk+Oqf2FEJ5h2DYZ4V7hgX6cPzqedzflUNvYzE8mJnLReOkxJYToGynJCLsr0wdS3dBMYkQA91082tPhCCFOAlKSEXbTh0Rx23nDOTctjpCTcDJMIYT7SZIRdl5eqkcz0QohRFekukwIIYTLSJIRQgjhMpJkhBBCuIwkGSGEEC4jSUYIIYTLSJIRQgjhMpJkhBBCuIwkGSGEEC6jtNaejsEwlFJFQHYfThENFDspHGcyalxg3NiMGhcYNzajxgXGjc2ocUHPYkvWWjtcv16SjBMppTZprdM9HUdbRo0LjBubUeMC48Zm1LjAuLEZNS5wXmxSXSaEEMJlJMkIIYRwGUkyzrXU0wF0wKhxgXFjM2pcYNzYjBoXGDc2o8YFTopN2mSEEEK4jJRkhBBCuIwkGSGEEC4jScYJlFJzlFJ7lVJZSqk7PRzLi0qpQqXUzhbbIpVSXyql9lt/RnggroFKqdVKqd1KqV1KqUUGis1fKbVBKbXNGtt91u2pSqn11tf1baWUn7tjs8bhrZTaqpT61GBxHVZK7VBKZSilNlm3GeH1DFdKvaeU2qOUylRKTTNIXCOsfyvbrUIp9XuDxHaL9b2/Uyn1pvV/winvM0kyfaSU8gaeBuYCacBVSqk0D4b0MjCnzbY7gZVa62HASutjd2sCbtNapwFTgd9a/05GiK0eOEdrPR6YAMxRSk0FHgWe1FoPBUqB6z0QG8AiILPFY6PEBfAjrfWEFuMpjPB6LgGWa61HAuOx/O08HpfWeq/1bzUBmATUAB96OjalVCJwM5CutR4DeAMLcNb7TGsttz7cgGnAihaP7wLu8nBMKcDOFo/3AgOs9wcAew3wd/sYOM9osQGBwBZgCpbRzj6OXmc3xpOE5YPnHOBTQBkhLuu1DwPRbbZ59PUEwoBDWDs1GSUuB3HOBr43QmxAIpADRAI+1vfZ+c56n0lJpu9sL5DNUes2I4nTWudb7x8D4jwZjFIqBTgNWI9BYrNWSWUAhcCXwAGgTGvdZD3EU6/rP4A/Ambr4yiDxAWggS+UUpuVUjdYt3n69UwFioCXrFWMzyulggwQV1sLgDet9z0am9Y6F3gcOALkA+XAZpz0PpMkc4rRlq8lHuu3rpQKBt4Hfq+1rmi5z5Oxaa2btaUaIwmYDIz0RBwtKaUuBAq11ps9HUsHZmitJ2KpKv6tUurMljs99Hr6ABOBf2utTwOqaVP9ZID/AT/gYuDdtvs8EZu1DWg+lgSdAATRvsq91yTJ9F0uMLDF4yTrNiMpUEoNALD+LPREEEopXywJ5g2t9QdGis1Ga10GrMZSPRCulPKx7vLE63oGcLFS6jDwFpYqsyUGiAuwfwNGa12IpW1hMp5/PY8CR7XW662P38OSdDwdV0tzgS1a6wLrY0/Hdi5wSGtdpLVuBD7A8t5zyvtMkkzfbQSGWXti+GEpBi/zcExtLQMWWu8vxNIe4lZKKQW8AGRqrZ8wWGwxSqlw6/0ALG1FmViSzWWeik1rfZfWOklrnYLlfbVKa/1TT8cFoJQKUkqF2O5jaWPYiYdfT631MSBHKTXCumkWsNvTcbVxFSeqysDzsR0BpiqlAq3/p7a/mXPeZ55s/DpZbsAFwD4s9fh3eziWN7HUqzZi+VZ3PZZ6/JXAfuArINIDcc3AUg2wHciw3i4wSGzjgK3W2HYC91i3DwY2AFlYqjZMHnxdzwY+NUpc1hi2WW+7bO97g7yeE4BN1tfzIyDCCHFZYwsCSoCwFts8HhtwH7DH+v5/DTA5630m08oIIYRwGakuE0II4TKSZIQQQriMJBkhhBAuI0lGCCGEy0iSEUII4TKSZIQwOKXUj5VSt3o6DiF6Q5KMEMb3Y0CSjOiXJMkIIYRwGRmMKYSBKaVe5sSUIzbZ2jLVjBCG59P1IUIID3oAiAFOxzJzL1gWWROiX5AkI4SBaa0PKKWKgAat9TpPxyNET0mbjBBCCJeRJCOEEMJlJMkIIYRwGUkyQhhfPRDg6SCE6A1JMkIY324gUin1G6XU6UqpsZ4OSIjuknEyQhicdXnj54E5QDgyTkb0I5JkhBBCuIxUlwkhhHAZSTJCCCFcRpKMEEIIl5EkI4QQwmUkyQghhHAZSTJCCCFcRpKMEEIIl5EkI4QQwmX+H11aCHDqU8GZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = np.arange(dd.t)\n",
    "plt.plot(ts, dd.test_stats, label='Test statistic')\n",
    "plt.plot(ts, dd.thresholds, label='Thresholds')\n",
    "plt.xlabel('t', fontsize=16)\n",
    "plt.ylabel('$T_t$', fontsize=16)\n",
    "plt.legend(loc='upper right', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we apply it to the post-change stream where the images are from a drifted distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15\n",
      "17\n",
      "12\n",
      "20\n",
      "5\n",
      "15\n",
      "12\n",
      "12\n",
      "20\n",
      "9\n",
      "11\n",
      "6\n",
      "12\n",
      "14\n",
      "11\n",
      "Average detection delay following change: 12.733333333333333\n"
     ]
    }
   ],
   "source": [
    "times_h1 = [compute_runtime(dd, stream_q_h1) for i in range(15)]\n",
    "print(f\"Average detection delay following change: {np.array(times_h1).mean()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the detector is quick to flag drift when it has occured."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = np.arange(dd.t)\n",
    "plt.plot(ts, dd.test_stats, label='Test statistic')\n",
    "plt.plot(ts, dd.thresholds, label='Thresholds')\n",
    "plt.xlabel('t', fontsize=16)\n",
    "plt.ylabel('$T_t$', fontsize=16)\n",
    "plt.legend(loc='upper right', fontsize=14)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
